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Fairness

1139 directly classified papers

Papers per year

Papers

Optimizing Language Models with Fair and Stable Reward Composition in Reinforcement Learning EMNLP 2024

Measuring Political Bias in Large Language Models: What Is Said and How It Is Said ACL 2024

Born Differently Makes a Difference: Counterfactual Study of Bias in Biography Generation from a Data-to-Text Perspective ACL 2024

Masking Latent Gender Knowledge for Debiasing Image Captioning NAACL 2024

Leveraging Diffusion Perturbations for Measuring Fairness in Computer Vision AAAI 2024

On the Interplay between Fairness and Explainability NAACL 2024

FairBelief - Assessing Harmful Beliefs in Language Models NAACL 2024

A Trip Towards Fairness: Bias and De-Biasing in Large Language Models NAACL 2024

Reconciling Predictive and Statistical Parity: A Causal Approach AAAI 2024

Gender Bias in Decision-Making with Large Language Models: A Study of Relationship Conflicts EMNLP 2024

Lost in Transcription: Identifying and Quantifying the Accuracy Biases of Automatic Speech Recognition Systems Against Disfluent Speech NAACL 2024

“One-Size-Fits-All”? Examining Expectations around What Constitute “Fair” or “Good” NLG System Behaviors NAACL 2024

Don’t Go To Extremes: Revealing the Excessive Sensitivity and Calibration Limitations of LLMs in Implicit Hate Speech Detection ACL 2024

AMA-LSTM: Pioneering Robust and Fair Financial Audio Analysis for Stock Volatility Prediction NAACL 2024

Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language Models ACL 2024

Can Abstract Meaning Representation Facilitate Fair Legal Judgement Predictions? NAACL 2024

GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction ACL 2024

Fairness with Censorship: Bridging the Gap between Fairness Research and Real-World Deployment AAAI 2024

Surgical Feature-Space Decomposition of LLMs: Why, When and How? ACL 2024

Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement ACL 2024

MultiPICo: Multilingual Perspectivist Irony Corpus ACL 2024

Using Discourse Connectives to Test Genre Bias in Masked Language Models EACL 2024

Identifying and Addressing Disparities in Public Libraries with Bayesian Latent Variable Modeling AAAI 2024

Why Don’t Prompt-Based Fairness Metrics Correlate? ACL 2024

FairGT: A Fairness-aware Graph Transformer IJCAI 2024